Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 15148 |
| Missing cells | 802 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.5 MiB |
| Average record size in memory | 104.0 B |
Variable types
| Categorical | 4 |
|---|---|
| Numeric | 9 |
Day has a high cardinality: 817 distinct values | High cardinality |
Pfizer/BioNTech is highly overall correlated with Moderna and 2 other fields | High correlation |
Moderna is highly overall correlated with Pfizer/BioNTech and 2 other fields | High correlation |
Oxford/AstraZeneca is highly overall correlated with Pfizer/BioNTech and 2 other fields | High correlation |
Johnson&Johnson is highly overall correlated with Pfizer/BioNTech and 3 other fields | High correlation |
Sputnik V is highly overall correlated with Sinopharm/Beijing and 1 other fields | High correlation |
Sinopharm/Beijing is highly overall correlated with Sputnik V and 1 other fields | High correlation |
Novavax is highly overall correlated with Moderna | High correlation |
Covaxin is highly overall correlated with Sputnik V and 1 other fields | High correlation |
Entity is highly overall correlated with Oxford/AstraZeneca and 2 other fields | High correlation |
Code is highly overall correlated with Oxford/AstraZeneca and 2 other fields | High correlation |
Medicago is highly imbalanced (99.7%) | Imbalance |
Code has 802 (5.3%) missing values | Missing |
Moderna has 3413 (22.5%) zeros | Zeros |
Oxford/AstraZeneca has 3006 (19.8%) zeros | Zeros |
Johnson&Johnson has 5688 (37.5%) zeros | Zeros |
Sputnik V has 12675 (83.7%) zeros | Zeros |
Sinopharm/Beijing has 11209 (74.0%) zeros | Zeros |
Novavax has 10643 (70.3%) zeros | Zeros |
Covaxin has 13464 (88.9%) zeros | Zeros |
Sanofi/GSK has 14941 (98.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-09 18:38:01.527985 |
|---|---|
| Analysis finished | 2023-03-09 18:39:26.612661 |
| Duration | 1 minute and 25.08 seconds |
| Software version | ydata-profiling vv4.1.0 |
| Download configuration | config.json |
Entity
Categorical
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.5 KiB |
| European Union | 802 |
|---|---|
| Italy | 802 |
| Germany | 801 |
| Argentina | 800 |
| Czechia | 799 |
| Other values (39) |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 7.8009638 |
| Min length | 4 |
Characters and Unicode
| Total characters | 118169 |
|---|---|
| Distinct characters | 43 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Argentina |
|---|---|
| 2nd row | Argentina |
| 3rd row | Argentina |
| 4th row | Argentina |
| 5th row | Argentina |
Common Values
| Value | Count | Frequency (%) |
| European Union | 802 | 5.3% |
| Italy | 802 | 5.3% |
| Germany | 801 | 5.3% |
| Argentina | 800 | 5.3% |
| Czechia | 799 | 5.3% |
| France | 796 | 5.3% |
| Switzerland | 792 | 5.2% |
| Peru | 758 | 5.0% |
| South Korea | 741 | 4.9% |
| Hong Kong | 736 | 4.9% |
| Other values (34) | 7321 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| south | 1012 | 5.6% |
| european | 802 | 4.4% |
| union | 802 | 4.4% |
| italy | 802 | 4.4% |
| germany | 801 | 4.4% |
| argentina | 800 | 4.4% |
| czechia | 799 | 4.4% |
| france | 796 | 4.4% |
| switzerland | 792 | 4.3% |
| peru | 758 | 4.2% |
| Other values (38) | 10056 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 15051 | 12.7% |
| n | 11684 | 9.9% |
| e | 9732 | 8.2% |
| r | 8372 | 7.1% |
| i | 7462 | 6.3% |
| o | 6611 | 5.6% |
| t | 6479 | 5.5% |
| u | 5312 | 4.5% |
| g | 3514 | 3.0% |
| l | 3481 | 2.9% |
| Other values (33) | 40471 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 96877 | |
| Uppercase Letter | 18220 | 15.4% |
| Space Separator | 3072 | 2.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 15051 | |
| n | 11684 | |
| e | 9732 | |
| r | 8372 | |
| i | 7462 | 7.7% |
| o | 6611 | 6.8% |
| t | 6479 | 6.7% |
| u | 5312 | 5.5% |
| g | 3514 | 3.6% |
| l | 3481 | 3.6% |
| Other values (14) | 19179 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 2774 | |
| U | 2368 | |
| C | 1686 | |
| K | 1477 | |
| E | 1282 | 7.0% |
| A | 1183 | 6.5% |
| I | 992 | 5.4% |
| P | 983 | 5.4% |
| F | 908 | 5.0% |
| L | 895 | 4.9% |
| Other values (8) | 3672 |
Space Separator
| Value | Count | Frequency (%) |
| 3072 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 115097 | |
| Common | 3072 | 2.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 15051 | |
| n | 11684 | 10.2% |
| e | 9732 | 8.5% |
| r | 8372 | 7.3% |
| i | 7462 | 6.5% |
| o | 6611 | 5.7% |
| t | 6479 | 5.6% |
| u | 5312 | 4.6% |
| g | 3514 | 3.1% |
| l | 3481 | 3.0% |
| Other values (32) | 37399 |
Common
| Value | Count | Frequency (%) |
| 3072 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 118169 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 15051 | 12.7% |
| n | 11684 | 9.9% |
| e | 9732 | 8.2% |
| r | 8372 | 7.1% |
| i | 7462 | 6.3% |
| o | 6611 | 5.6% |
| t | 6479 | 5.5% |
| u | 5312 | 4.5% |
| g | 3514 | 3.0% |
| l | 3481 | 2.9% |
| Other values (33) | 40471 |
Code
Categorical
HIGH CORRELATION MISSING
| Distinct | 43 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 802 |
| Missing (%) | 5.3% |
| Memory size | 118.5 KiB |
| ITA | 802 |
|---|---|
| DEU | 801 |
| ARG | 800 |
| CZE | 799 |
| FRA | 796 |
| Other values (38) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 43038 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ARG |
|---|---|
| 2nd row | ARG |
| 3rd row | ARG |
| 4th row | ARG |
| 5th row | ARG |
Common Values
| Value | Count | Frequency (%) |
| ITA | 802 | 5.3% |
| DEU | 801 | 5.3% |
| ARG | 800 | 5.3% |
| CZE | 799 | 5.3% |
| FRA | 796 | 5.3% |
| CHE | 792 | 5.2% |
| PER | 758 | 5.0% |
| KOR | 741 | 4.9% |
| HKG | 736 | 4.9% |
| JPN | 732 | 4.8% |
| Other values (33) | 6589 | |
| (Missing) | 802 | 5.3% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ita | 802 | 5.6% |
| deu | 801 | 5.6% |
| arg | 800 | 5.6% |
| cze | 799 | 5.6% |
| fra | 796 | 5.5% |
| che | 792 | 5.5% |
| per | 758 | 5.3% |
| kor | 741 | 5.2% |
| hkg | 736 | 5.1% |
| jpn | 732 | 5.1% |
| Other values (33) | 6589 |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 5217 | |
| E | 4058 | 9.4% |
| A | 3956 | 9.2% |
| U | 3717 | 8.6% |
| C | 2751 | 6.4% |
| H | 2336 | 5.4% |
| L | 2219 | 5.2% |
| K | 2069 | 4.8% |
| P | 2048 | 4.8% |
| G | 1649 | 3.8% |
| Other values (15) | 13018 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 43038 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 5217 | |
| E | 4058 | 9.4% |
| A | 3956 | 9.2% |
| U | 3717 | 8.6% |
| C | 2751 | 6.4% |
| H | 2336 | 5.4% |
| L | 2219 | 5.2% |
| K | 2069 | 4.8% |
| P | 2048 | 4.8% |
| G | 1649 | 3.8% |
| Other values (15) | 13018 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 43038 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 5217 | |
| E | 4058 | 9.4% |
| A | 3956 | 9.2% |
| U | 3717 | 8.6% |
| C | 2751 | 6.4% |
| H | 2336 | 5.4% |
| L | 2219 | 5.2% |
| K | 2069 | 4.8% |
| P | 2048 | 4.8% |
| G | 1649 | 3.8% |
| Other values (15) | 13018 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 43038 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 5217 | |
| E | 4058 | 9.4% |
| A | 3956 | 9.2% |
| U | 3717 | 8.6% |
| C | 2751 | 6.4% |
| H | 2336 | 5.4% |
| L | 2219 | 5.2% |
| K | 2069 | 4.8% |
| P | 2048 | 4.8% |
| G | 1649 | 3.8% |
| Other values (15) | 13018 |
Day
Categorical
| Distinct | 817 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.5 KiB |
| 03/04/22 | 41 |
|---|---|
| 01/28/22 | 41 |
| 01/14/22 | 41 |
| 01/21/22 | 41 |
| 03/11/22 | 41 |
| Other values (812) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 121184 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 12/29/20 |
|---|---|
| 2nd row | 12/30/20 |
| 3rd row | 12/31/20 |
| 4th row | 01/01/21 |
| 5th row | 01/02/21 |
Common Values
| Value | Count | Frequency (%) |
| 03/04/22 | 41 | 0.3% |
| 01/28/22 | 41 | 0.3% |
| 01/14/22 | 41 | 0.3% |
| 01/21/22 | 41 | 0.3% |
| 03/11/22 | 41 | 0.3% |
| 03/25/22 | 41 | 0.3% |
| 01/07/22 | 41 | 0.3% |
| 03/19/21 | 40 | 0.3% |
| 02/25/22 | 40 | 0.3% |
| 12/10/21 | 40 | 0.3% |
| Other values (807) | 14741 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 03/04/22 | 41 | 0.3% |
| 01/14/22 | 41 | 0.3% |
| 01/21/22 | 41 | 0.3% |
| 03/11/22 | 41 | 0.3% |
| 03/25/22 | 41 | 0.3% |
| 01/07/22 | 41 | 0.3% |
| 01/28/22 | 41 | 0.3% |
| 04/16/21 | 40 | 0.3% |
| 07/02/21 | 40 | 0.3% |
| 08/13/21 | 40 | 0.3% |
| Other values (807) | 14741 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 31032 | |
| / | 30296 | |
| 1 | 20236 | |
| 0 | 18869 | |
| 3 | 4514 | 3.7% |
| 5 | 2801 | 2.3% |
| 4 | 2770 | 2.3% |
| 6 | 2713 | 2.2% |
| 7 | 2697 | 2.2% |
| 8 | 2665 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 90888 | |
| Other Punctuation | 30296 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 31032 | |
| 1 | 20236 | |
| 0 | 18869 | |
| 3 | 4514 | 5.0% |
| 5 | 2801 | 3.1% |
| 4 | 2770 | 3.0% |
| 6 | 2713 | 3.0% |
| 7 | 2697 | 3.0% |
| 8 | 2665 | 2.9% |
| 9 | 2591 | 2.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 30296 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 121184 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 31032 | |
| / | 30296 | |
| 1 | 20236 | |
| 0 | 18869 | |
| 3 | 4514 | 3.7% |
| 5 | 2801 | 2.3% |
| 4 | 2770 | 2.3% |
| 6 | 2713 | 2.2% |
| 7 | 2697 | 2.2% |
| 8 | 2665 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 121184 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 31032 | |
| / | 30296 | |
| 1 | 20236 | |
| 0 | 18869 | |
| 3 | 4514 | 3.7% |
| 5 | 2801 | 2.3% |
| 4 | 2770 | 2.3% |
| 6 | 2713 | 2.2% |
| 7 | 2697 | 2.2% |
| 8 | 2665 | 2.2% |
Pfizer/BioNTech
Real number (ℝ)
| Distinct | 14726 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60731824 |
| Minimum | 0 |
|---|---|
| Maximum | 6.6514172 × 108 |
| Zeros | 96 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 118.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 35136.45 |
| Q1 | 2390724.5 |
| median | 10291372 |
| Q3 | 52235442 |
| 95-th percentile | 3.1626803 × 108 |
| Maximum | 6.6514172 × 108 |
| Range | 6.6514172 × 108 |
| Interquartile range (IQR) | 49844717 |
Descriptive statistics
| Standard deviation | 1.2390971 × 108 |
|---|---|
| Coefficient of variation (CV) | 2.0402764 |
| Kurtosis | 11.119043 |
| Mean | 60731824 |
| Median Absolute Deviation (MAD) | 9577445 |
| Skewness | 3.2670255 |
| Sum | 9.1996568 × 1011 |
| Variance | 1.5353616 × 1016 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 96 | 0.6% |
| 16 | 28 | 0.2% |
| 19 | 18 | 0.1% |
| 619997 | 16 | 0.1% |
| 58 | 13 | 0.1% |
| 40 | 12 | 0.1% |
| 20 | 12 | 0.1% |
| 151325 | 11 | 0.1% |
| 616757 | 10 | 0.1% |
| 73 | 9 | 0.1% |
| Other values (14716) | 14923 |
| Value | Count | Frequency (%) |
| 0 | 96 | |
| 1 | 3 | < 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 665141725 | 1 | |
| 665126790 | 1 | |
| 665113928 | 1 | |
| 665096645 | 1 | |
| 665085937 | 1 | |
| 665085434 | 1 | |
| 665078911 | 1 | |
| 664854729 | 1 | |
| 664833850 | 1 | |
| 664816492 | 1 |
Moderna
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 11116 |
|---|---|
| Distinct (%) | 73.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17244077 |
| Minimum | 0 |
|---|---|
| Maximum | 2.5141288 × 108 |
| Zeros | 3413 |
| Zeros (%) | 22.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 118.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 729 |
| median | 1321525.5 |
| Q3 | 13345395 |
| 95-th percentile | 1.3506022 × 108 |
| Maximum | 2.5141288 × 108 |
| Range | 2.5141288 × 108 |
| Interquartile range (IQR) | 13344666 |
Descriptive statistics
| Standard deviation | 39589144 |
|---|---|
| Coefficient of variation (CV) | 2.2958111 |
| Kurtosis | 11.002661 |
| Mean | 17244077 |
| Median Absolute Deviation (MAD) | 1321525.5 |
| Skewness | 3.3079865 |
| Sum | 2.6121328 × 1011 |
| Variance | 1.5673003 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3413 | 22.5% |
| 2133932 | 55 | 0.4% |
| 13433166 | 39 | 0.3% |
| 1 | 35 | 0.2% |
| 12 | 32 | 0.2% |
| 4 | 30 | 0.2% |
| 3 | 24 | 0.2% |
| 6493 | 24 | 0.2% |
| 10 | 21 | 0.1% |
| 13433163 | 17 | 0.1% |
| Other values (11106) | 11458 |
| Value | Count | Frequency (%) |
| 0 | 3413 | |
| 1 | 35 | 0.2% |
| 2 | 15 | 0.1% |
| 3 | 24 | 0.2% |
| 4 | 30 | 0.2% |
| 5 | 3 | < 0.1% |
| 6 | 12 | 0.1% |
| 7 | 12 | 0.1% |
| 8 | 11 | 0.1% |
| 9 | 13 | 0.1% |
| Value | Count | Frequency (%) |
| 251412884 | 1 | |
| 251252512 | 1 | |
| 251049942 | 1 | |
| 250820655 | 1 | |
| 250581571 | 1 | |
| 250310595 | 1 | |
| 249955722 | 1 | |
| 249495031 | 1 | |
| 248998772 | 1 | |
| 248567365 | 1 |
Oxford/AstraZeneca
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7770 |
|---|---|
| Distinct (%) | 51.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6888349.8 |
| Minimum | 0 |
|---|---|
| Maximum | 67196830 |
| Zeros | 3006 |
| Zeros (%) | 19.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 118.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 49273.75 |
| median | 722953 |
| Q3 | 7952160 |
| 95-th percentile | 26776775 |
| Maximum | 67196830 |
| Range | 67196830 |
| Interquartile range (IQR) | 7902886.2 |
Descriptive statistics
| Standard deviation | 14214985 |
|---|---|
| Coefficient of variation (CV) | 2.0636271 |
| Kurtosis | 10.299873 |
| Mean | 6888349.8 |
| Median Absolute Deviation (MAD) | 722953 |
| Skewness | 3.1854603 |
| Sum | 1.0434472 × 1011 |
| Variance | 2.0206581 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3006 | 19.8% |
| 12173153 | 240 | 1.6% |
| 886784 | 166 | 1.1% |
| 117824 | 159 | 1.0% |
| 7862984 | 132 | 0.9% |
| 549673 | 123 | 0.8% |
| 262043 | 117 | 0.8% |
| 1 | 114 | 0.8% |
| 20071347 | 110 | 0.7% |
| 849559 | 107 | 0.7% |
| Other values (7760) | 10874 |
| Value | Count | Frequency (%) |
| 0 | 3006 | |
| 1 | 114 | 0.8% |
| 2 | 30 | 0.2% |
| 3 | 18 | 0.1% |
| 4 | 21 | 0.1% |
| 5 | 11 | 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 15 | 0.1% |
| 8 | 12 | 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 67196830 | 13 | |
| 67196829 | 7 | |
| 67196827 | 7 | |
| 67196824 | 7 | |
| 67196819 | 4 | < 0.1% |
| 67196818 | 3 | < 0.1% |
| 67196809 | 2 | < 0.1% |
| 67196808 | 5 | < 0.1% |
| 67196795 | 7 | |
| 67196787 | 7 |
Johnson&Johnson
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7521 |
|---|---|
| Distinct (%) | 49.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1788717.2 |
| Minimum | 0 |
|---|---|
| Maximum | 18982882 |
| Zeros | 5688 |
| Zeros (%) | 37.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 118.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 31008 |
| Q3 | 1164479 |
| 95-th percentile | 15398569 |
| Maximum | 18982882 |
| Range | 18982882 |
| Interquartile range (IQR) | 1164479 |
Descriptive statistics
| Standard deviation | 4381771.9 |
|---|---|
| Coefficient of variation (CV) | 2.4496728 |
| Kurtosis | 8.1828148 |
| Mean | 1788717.2 |
| Median Absolute Deviation (MAD) | 31008 |
| Skewness | 3.0452357 |
| Sum | 2.7095488 × 1010 |
| Variance | 1.9199925 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5688 | |
| 20680 | 158 | 1.0% |
| 1 | 82 | 0.5% |
| 2 | 57 | 0.4% |
| 18 | 45 | 0.3% |
| 1508417 | 45 | 0.3% |
| 390 | 39 | 0.3% |
| 16 | 36 | 0.2% |
| 1508330 | 34 | 0.2% |
| 12 | 33 | 0.2% |
| Other values (7511) | 8931 |
| Value | Count | Frequency (%) |
| 0 | 5688 | |
| 1 | 82 | 0.5% |
| 2 | 57 | 0.4% |
| 3 | 25 | 0.2% |
| 4 | 30 | 0.2% |
| 5 | 28 | 0.2% |
| 6 | 27 | 0.2% |
| 7 | 16 | 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 14 | 0.1% |
| Value | Count | Frequency (%) |
| 18982882 | 1 | |
| 18979373 | 1 | |
| 18976061 | 1 | |
| 18971123 | 1 | |
| 18967308 | 1 | |
| 18963745 | 1 | |
| 18960250 | 1 | |
| 18956612 | 1 | |
| 18954913 | 1 | |
| 18952708 | 1 |
Sputnik V
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 844 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 901190.13 |
| Minimum | 0 |
|---|---|
| Maximum | 20755225 |
| Zeros | 12675 |
| Zeros (%) | 83.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 118.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1845386 |
| Maximum | 20755225 |
| Range | 20755225 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3789409.2 |
|---|---|
| Coefficient of variation (CV) | 4.2048942 |
| Kurtosis | 20.235904 |
| Mean | 901190.13 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.6340334 |
| Sum | 1.3651228 × 1010 |
| Variance | 1.4359622 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 12675 | |
| 10 | 488 | 3.2% |
| 1845386 | 419 | 2.8% |
| 8 | 125 | 0.8% |
| 1807392 | 66 | 0.4% |
| 37984 | 59 | 0.4% |
| 1845360 | 35 | 0.2% |
| 9 | 29 | 0.2% |
| 1845368 | 21 | 0.1% |
| 37958 | 16 | 0.1% |
| Other values (834) | 1215 | 8.0% |
| Value | Count | Frequency (%) |
| 0 | 12675 | |
| 2 | 15 | 0.1% |
| 3 | 11 | 0.1% |
| 4 | 12 | 0.1% |
| 5 | 8 | 0.1% |
| 6 | 16 | 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 125 | 0.8% |
| 9 | 29 | 0.2% |
| 10 | 488 | 3.2% |
| Value | Count | Frequency (%) |
| 20755225 | 2 | < 0.1% |
| 20755206 | 1 | < 0.1% |
| 20755200 | 4 | |
| 20755198 | 1 | < 0.1% |
| 20755192 | 2 | < 0.1% |
| 20755191 | 3 | < 0.1% |
| 20755190 | 1 | < 0.1% |
| 20755189 | 6 | |
| 20755188 | 2 | < 0.1% |
| 20755187 | 8 |
Sinopharm/Beijing
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 2064 |
|---|---|
| Distinct (%) | 13.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2015890.7 |
| Minimum | 0 |
|---|---|
| Maximum | 28951432 |
| Zeros | 11209 |
| Zeros (%) | 74.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 118.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 9 |
| 95-th percentile | 20902861 |
| Maximum | 28951432 |
| Range | 28951432 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6339738.9 |
|---|---|
| Coefficient of variation (CV) | 3.1448823 |
| Kurtosis | 9.3083941 |
| Mean | 2015890.7 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.26281 |
| Sum | 3.0536712 × 1010 |
| Variance | 4.019229 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 11209 | |
| 27 | 328 | 2.2% |
| 77 | 153 | 1.0% |
| 72 | 134 | 0.9% |
| 76 | 57 | 0.4% |
| 2 | 36 | 0.2% |
| 21 | 32 | 0.2% |
| 66 | 30 | 0.2% |
| 64 | 28 | 0.2% |
| 7 | 26 | 0.2% |
| Other values (2054) | 3115 | 20.6% |
| Value | Count | Frequency (%) |
| 0 | 11209 | |
| 1 | 17 | 0.1% |
| 2 | 36 | 0.2% |
| 3 | 13 | 0.1% |
| 4 | 9 | 0.1% |
| 5 | 25 | 0.2% |
| 6 | 11 | 0.1% |
| 7 | 26 | 0.2% |
| 8 | 8 | 0.1% |
| 9 | 11 | 0.1% |
| Value | Count | Frequency (%) |
| 28951432 | 2 | |
| 28951287 | 1 | |
| 28951124 | 1 | |
| 28951117 | 1 | |
| 28951084 | 1 | |
| 28950872 | 1 | |
| 28950632 | 1 | |
| 28950382 | 1 | |
| 28950056 | 1 | |
| 28949636 | 1 |
Novavax
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 3023 |
|---|---|
| Distinct (%) | 20.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20603.826 |
| Minimum | 0 |
|---|---|
| Maximum | 305631 |
| Zeros | 10643 |
| Zeros (%) | 70.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 118.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 100 |
| 95-th percentile | 208122.6 |
| Maximum | 305631 |
| Range | 305631 |
| Interquartile range (IQR) | 100 |
Descriptive statistics
| Standard deviation | 62036.47 |
|---|---|
| Coefficient of variation (CV) | 3.0109199 |
| Kurtosis | 9.6427054 |
| Mean | 20603.826 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.2729786 |
| Sum | 3.1210676 × 108 |
| Variance | 3.8485236 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 10643 | |
| 42938 | 90 | 0.6% |
| 1 | 45 | 0.3% |
| 57 | 43 | 0.3% |
| 11113 | 41 | 0.3% |
| 2 | 36 | 0.2% |
| 14 | 31 | 0.2% |
| 6 | 31 | 0.2% |
| 16 | 27 | 0.2% |
| 3 | 24 | 0.2% |
| Other values (3013) | 4137 | 27.3% |
| Value | Count | Frequency (%) |
| 0 | 10643 | |
| 1 | 45 | 0.3% |
| 2 | 36 | 0.2% |
| 3 | 24 | 0.2% |
| 4 | 6 | < 0.1% |
| 5 | 8 | 0.1% |
| 6 | 31 | 0.2% |
| 7 | 12 | 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 19 | 0.1% |
| Value | Count | Frequency (%) |
| 305631 | 1 | < 0.1% |
| 305483 | 1 | < 0.1% |
| 305298 | 1 | < 0.1% |
| 305105 | 1 | < 0.1% |
| 304726 | 1 | < 0.1% |
| 304315 | 1 | < 0.1% |
| 304144 | 3 | |
| 304139 | 2 | |
| 304135 | 1 | < 0.1% |
| 304128 | 1 | < 0.1% |
Covaxin
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 77 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0250198 |
| Minimum | 0 |
|---|---|
| Maximum | 132 |
| Zeros | 13464 |
| Zeros (%) | 88.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 118.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 25.65 |
| Maximum | 132 |
| Range | 132 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 25.456886 |
|---|---|
| Coefficient of variation (CV) | 4.2251954 |
| Kurtosis | 17.136386 |
| Mean | 6.0250198 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.3304473 |
| Sum | 91267 |
| Variance | 648.05305 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 13464 | |
| 5 | 445 | 2.9% |
| 4 | 165 | 1.1% |
| 132 | 160 | 1.1% |
| 2 | 145 | 1.0% |
| 127 | 99 | 0.7% |
| 128 | 56 | 0.4% |
| 126 | 38 | 0.3% |
| 3 | 33 | 0.2% |
| 122 | 32 | 0.2% |
| Other values (67) | 511 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 13464 | |
| 1 | 21 | 0.1% |
| 2 | 145 | 1.0% |
| 3 | 33 | 0.2% |
| 4 | 165 | 1.1% |
| 5 | 445 | 2.9% |
| 6 | 22 | 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 9 | 0.1% |
| 9 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 132 | 160 | |
| 131 | 21 | 0.1% |
| 128 | 56 | 0.4% |
| 127 | 99 | |
| 126 | 38 | 0.3% |
| 125 | 14 | 0.1% |
| 124 | 28 | 0.2% |
| 123 | 15 | 0.1% |
| 122 | 32 | 0.2% |
| 121 | 5 | < 0.1% |
Medicago
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.5 KiB |
| 0 | |
|---|---|
| 863 | 5 |
| 285 | 1 |
| 518 | 1 |
| 580 | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.0010562 |
| Min length | 1 |
Characters and Unicode
| Total characters | 15164 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 15140 | |
| 863 | 5 | < 0.1% |
| 285 | 1 | < 0.1% |
| 518 | 1 | < 0.1% |
| 580 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 15140 | |
| 863 | 5 | < 0.1% |
| 285 | 1 | < 0.1% |
| 518 | 1 | < 0.1% |
| 580 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 15141 | |
| 8 | 8 | 0.1% |
| 6 | 5 | < 0.1% |
| 3 | 5 | < 0.1% |
| 5 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 15164 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 15141 | |
| 8 | 8 | 0.1% |
| 6 | 5 | < 0.1% |
| 3 | 5 | < 0.1% |
| 5 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 15164 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 15141 | |
| 8 | 8 | 0.1% |
| 6 | 5 | < 0.1% |
| 3 | 5 | < 0.1% |
| 5 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 15164 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 15141 | |
| 8 | 8 | 0.1% |
| 6 | 5 | < 0.1% |
| 3 | 5 | < 0.1% |
| 5 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
Sanofi/GSK
Real number (ℝ)
| Distinct | 159 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.102324 |
| Minimum | 0 |
|---|---|
| Maximum | 4237 |
| Zeros | 14941 |
| Zeros (%) | 98.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 118.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4237 |
| Range | 4237 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 271.56165 |
|---|---|
| Coefficient of variation (CV) | 11.754733 |
| Kurtosis | 169.5545 |
| Mean | 23.102324 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.84101 |
| Sum | 349954 |
| Variance | 73745.732 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 14941 | |
| 88 | 14 | 0.1% |
| 104 | 7 | < 0.1% |
| 4237 | 7 | < 0.1% |
| 10 | 6 | < 0.1% |
| 92 | 4 | < 0.1% |
| 32 | 3 | < 0.1% |
| 26 | 3 | < 0.1% |
| 3759 | 2 | < 0.1% |
| 95 | 2 | < 0.1% |
| Other values (149) | 159 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 14941 | |
| 1 | 2 | < 0.1% |
| 2 | 2 | < 0.1% |
| 10 | 6 | < 0.1% |
| 17 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 20 | 2 | < 0.1% |
| 26 | 3 | < 0.1% |
| 28 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4237 | 7 | |
| 4202 | 1 | < 0.1% |
| 4184 | 1 | < 0.1% |
| 4166 | 1 | < 0.1% |
| 4138 | 2 | < 0.1% |
| 4133 | 1 | < 0.1% |
| 4090 | 1 | < 0.1% |
| 4038 | 1 | < 0.1% |
| 4020 | 1 | < 0.1% |
| 3976 | 1 | < 0.1% |
| Pfizer/BioNTech | Moderna | Oxford/AstraZeneca | Johnson&Johnson | Sputnik V | Sinopharm/Beijing | Novavax | Covaxin | Sanofi/GSK | Entity | Code | Medicago | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Pfizer/BioNTech | 1.000 | 0.772 | 0.501 | 0.540 | 0.134 | 0.059 | 0.478 | 0.248 | 0.158 | 0.471 | 0.492 | 0.000 |
| Moderna | 0.772 | 1.000 | 0.494 | 0.603 | 0.216 | 0.098 | 0.530 | 0.219 | 0.154 | 0.437 | 0.428 | 0.007 |
| Oxford/AstraZeneca | 0.501 | 0.494 | 1.000 | 0.405 | 0.413 | 0.407 | 0.406 | 0.278 | 0.142 | 0.548 | 0.797 | 0.000 |
| Johnson&Johnson | 0.540 | 0.603 | 0.405 | 1.000 | 0.082 | -0.032 | 0.477 | 0.309 | 0.144 | 0.509 | 0.511 | 0.000 |
| Sputnik V | 0.134 | 0.216 | 0.413 | 0.082 | 1.000 | 0.716 | 0.244 | 0.634 | 0.073 | 0.310 | 0.310 | 0.000 |
| Sinopharm/Beijing | 0.059 | 0.098 | 0.407 | -0.032 | 0.716 | 1.000 | 0.111 | 0.515 | 0.046 | 0.440 | 0.439 | 0.000 |
| Novavax | 0.478 | 0.530 | 0.406 | 0.477 | 0.244 | 0.111 | 1.000 | 0.458 | 0.216 | 0.347 | 0.346 | 0.000 |
| Covaxin | 0.248 | 0.219 | 0.278 | 0.309 | 0.634 | 0.515 | 0.458 | 1.000 | 0.126 | 0.308 | 0.307 | 0.000 |
| Sanofi/GSK | 0.158 | 0.154 | 0.142 | 0.144 | 0.073 | 0.046 | 0.216 | 0.126 | 1.000 | 0.075 | 0.069 | 0.000 |
| Entity | 0.471 | 0.437 | 0.548 | 0.509 | 0.310 | 0.440 | 0.347 | 0.308 | 0.075 | 1.000 | 1.000 | 0.150 |
| Code | 0.492 | 0.428 | 0.797 | 0.511 | 0.310 | 0.439 | 0.346 | 0.307 | 0.069 | 1.000 | 1.000 | 0.149 |
| Medicago | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.150 | 0.149 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Entity | Code | Day | Pfizer/BioNTech | Moderna | Oxford/AstraZeneca | Johnson&Johnson | Sputnik V | Sinopharm/Beijing | Novavax | Covaxin | Medicago | Sanofi/GSK | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Argentina | ARG | 12/29/20 | 0 | 0 | 1 | 0 | 20491 | 1 | 0 | 0 | 0 | 0 |
| 1 | Argentina | ARG | 12/30/20 | 0 | 0 | 1 | 0 | 40592 | 1 | 0 | 0 | 0 | 0 |
| 2 | Argentina | ARG | 12/31/20 | 0 | 0 | 1 | 0 | 43398 | 1 | 0 | 0 | 0 | 0 |
| 3 | Argentina | ARG | 01/01/21 | 0 | 0 | 3 | 0 | 43525 | 1 | 0 | 0 | 0 | 0 |
| 4 | Argentina | ARG | 01/02/21 | 1 | 0 | 4 | 0 | 46835 | 1 | 0 | 0 | 0 | 0 |
| 5 | Argentina | ARG | 01/03/21 | 3 | 0 | 4 | 0 | 47279 | 1 | 0 | 0 | 0 | 0 |
| 6 | Argentina | ARG | 01/04/21 | 3 | 0 | 4 | 0 | 57740 | 1 | 0 | 0 | 0 | 0 |
| 7 | Argentina | ARG | 01/05/21 | 3 | 0 | 4 | 0 | 68466 | 5 | 0 | 0 | 0 | 0 |
| 8 | Argentina | ARG | 01/06/21 | 6 | 0 | 5 | 0 | 78579 | 8 | 0 | 0 | 0 | 0 |
| 9 | Argentina | ARG | 01/07/21 | 8 | 0 | 9 | 0 | 96804 | 10 | 0 | 0 | 0 | 0 |
| Entity | Code | Day | Pfizer/BioNTech | Moderna | Oxford/AstraZeneca | Johnson&Johnson | Sputnik V | Sinopharm/Beijing | Novavax | Covaxin | Medicago | Sanofi/GSK | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 15138 | Uruguay | URY | 02/21/23 | 2565778 | 0 | 91200 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 15139 | Uruguay | URY | 02/24/23 | 2565899 | 0 | 91200 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 15140 | Uruguay | URY | 02/25/23 | 2565972 | 0 | 91200 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 15141 | Uruguay | URY | 02/26/23 | 2566040 | 0 | 91200 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 15142 | Uruguay | URY | 02/27/23 | 2566172 | 0 | 91200 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 15143 | Uruguay | URY | 02/28/23 | 2566247 | 0 | 91200 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 15144 | Uruguay | URY | 03/01/23 | 2566248 | 0 | 91200 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 15145 | Uruguay | URY | 03/03/23 | 2566318 | 0 | 91200 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 15146 | Uruguay | URY | 03/04/23 | 2566390 | 0 | 91200 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 15147 | Uruguay | URY | 03/05/23 | 2566432 | 0 | 91200 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |